Objective This study aims to establish a stable and efficient nursing information system in the context of smart hospital development.Methods Leveraging the hospital's health information exchange(HIE)platform,we optimized data collection strategies.Focusing on"patient's admission,transfer,and discharge",we analyzed nursing tasks at each link and created a comprehensive management task list based on the timeline.Key nursing steps incorporated intelligent assistive reminders and decision-making functions.The upgraded system was evaluated by comparing pre-and post-upgrade metrics:structured rates of documentation,daily time spent on the document entry,timeliness of rounds,rate of timely medication administration,and nursing satisfaction.Results The nursing documentation became highly structured and configurable,with daily documentation time reduced by approximately 1.16 hours.There were significant improvements in the timeliness of rounds and the rate of timely medication administration,alongside high nursing satisfaction.Conclusion The task-oriented nursing pattern can enhance nurs-ing efficiency and safety,facilitating a shift in the nursing model.